Network Analysis Reveals Which Negative Symptom Domains are Most Central in Schizophrenia vs Bipolar Disorder
Document Type
Article
Publication Date
1-14-2019
Publication Title
Schizophrenia Bulletin
Volume
45
Issue
6
First page number:
1319
Last page number:
1330
Abstract
Network analysis was used to examine how densely interconnected individual negative symptom domains are, whether some domains are more central than others, and whether sex influenced network structure. Participants included outpatients with schizophrenia (SZ; n = 201), a bipolar disorder (BD; n = 46) clinical comparison group, and healthy controls (CN; n = 27) who were rated on the Brief Negative Symptom Scale. The mutual information measure was used to construct negative symptom networks. Groups were compared on macroscopic network properties to evaluate overall network connectedness, and microscopic properties to determine which domains were most central. Macroscopic analyses indicated that patients with SZ had a less densely connected negative symptom network than BD or CN groups, and that males with SZ had less densely connected networks than females. Microscopic analyses indicated that alogia and avolition were most central in the SZ group, whereas anhedonia was most central in BD and CN groups. In addition, blunted affect, alogia, and asociality were most central in females with SZ, and alogia and avolition were most central in males with SZ. These findings suggest that negative symptoms may be highly treatment resistant in SZ because they are not very densely connected. Less densely connected networks may make treatments less likely to achieve global reductions in negative symptoms because individual domains function in isolation with little interaction. Sex differences in centralities suggest that the search for pathophysiological mechanisms and targeted treatment development should be focused on different sets of symptoms in males and females.
Keywords
Negative symptoms; Network analysis; Psychosis; Schizophrenia; Bipolar disorder
Disciplines
Medicine and Health Sciences | Mental Disorders | Psychiatry and Psychology
Language
English
Repository Citation
Stark, G. P.,
Esfahlani, F. Z.,
Kirkpatrick, B.,
Allen, D. N.,
Gold, J. M.,
Visser, K. F.,
Sayama, H.
(2019).
Network Analysis Reveals Which Negative Symptom Domains are Most Central in Schizophrenia vs Bipolar Disorder.
Schizophrenia Bulletin, 45(6),
1319-1330.
http://dx.doi.org/10.1093/schbul/sby168